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saun09/README.md

Header


Hi there, I'm Saundarya

3rd Year Computer EngineeringK.J. Somaiya College of Engineering
CGPA: 9.5/10Honors: 10/10Mumbai, India

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About

name: Saundarya Subramaniam
role: AI/ML Research Associate
location: Mumbai, India
focus: 
  - Vision-Language Models
  - Reinforcement Learning  
  - Legal AI Applications
  - Human-in-the-Loop Systems

current_work:
  research: "Legal document analysis using LLMs & VLMs"
  internship: "Building Xelly - Excel trade analysis platform"
  learning: "Multi-Agent AI Systems & Advanced RL"

interests: [Open Source ML, AI Research, Hackathons, Accessibility Tech]

Experience

AGR Knowledge ServicesAI/ML InternMay 2025 - July 2025

Xelly - Intelligent Excel Analysis Platform

  • Processes 30K+ rows with clustering algorithms using cosine similarity
  • 50% faster preprocessing with Prophet forecasting integration
  • Built with Python (Flask/FastAPI), React, Redis, Plotly visualizations

Somaiya ML Research AssociationResearch AssociateAug 2024 - June 2025

Legal AI Research

  • Researching legal document analysis using cutting-edge LLMs & VLMs
  • Conducted ML workshops for 100+ students
  • Focus on democratizing legal knowledge access

Software Development CenterData Science InternMay 2024 - July 2024

Hindi Poetry Generation

  • Preprocessed 1000+ Hindi poetry samples for generative AI
  • Trained LSTM models to mimic original poets' writing styles
  • Advanced text normalization and tokenization pipelines

Tech Stack

Languages
Python JavaScript Java C++ Swift

AI/ML
TensorFlow PyTorch OpenCV Scikit-learn

Development
React FastAPI Flask Docker

Databases
PostgreSQL MongoDB Redis


Featured Projects

Xelly

AI based excel trade data clustering and analyser

  • Flask + React.js WebApp
  • Cosine Similarity clustering + DBSCAN
  • Real-time data analysis
  • Integrated forecast models

Tech: React.js Prophet Python Flask RAG MCP

FASAL FORECAST

Crop Disease Detection System

  • Flutter + TensorFlow mobile/web app
  • InceptionV3 transfer learning
  • Real-time disease classification
  • Environmental data integration

Tech: Flutter TensorFlow Python Flask

Preference Bandits

Biased Feedback Simulator

  • Multi-armed bandit implementations
  • E-Greedy & Thompson Sampling
  • Bias analysis and fairness metrics
  • Interactive Streamlit dashboard

Tech: Python Streamlit NumPy Matplotlib

Quizzila

Interactive Quiz Platform

  • Full-stack web application
  • User management system
  • Real-time scoring engine
  • Secure session handling

Tech: PHP MySQL JavaScript Bootstrap


Research & Publications

"Comparative Analysis of Deep Learning Models for Crop Disease Detection"
Subramaniam, S., Majumdar, S., Nadar, S., Kulkarni, K.

  • Evaluated 5 deep learning models on 130K+ crop images
  • Achieved 95.76% accuracy with custom CNN architecture
  • Demonstrated transfer learning effectiveness for agricultural AI

GitHub Stats


Achievements

Competitive Programming
HackerRank LeetCode

Certifications
Reinforcement Learning - NPTELMulti-Agent AI Systems - IUCEE

Recognition
National Scholarship - Ministry of Culture4 Classical Music Examinations


Connect

Email LinkedIn


Profile Views

Currently exploring: Vision-Language Models • Legal AI • Multi-Agent Systems
Open to: Research Collaborations • Open Source Contributions • AI Hackathons

Footer

Pinned Loading

  1. clean-excel clean-excel Public

    JavaScript

  2. A-Bandit-Simulator-with-Biased-Human-Feedback A-Bandit-Simulator-with-Biased-Human-Feedback Public

    A Python-based simulator for preference learning from biased and noisy human feedback, based on dueling and contextual bandit algorithms- to demonstrate how human feedback bias affects agent perfor…

    Python

  3. Predicting-Heart-Diseases Predicting-Heart-Diseases Public

    Jupyter Notebook

  4. Crop-Disease-and-Prediction-Managment-System Crop-Disease-and-Prediction-Managment-System Public

    Python 2

  5. flight-booking flight-booking Public

    JavaScript

  6. Quizzilla Quizzilla Public

    Forked from Shalini-Majumdar/Quizzilla

    Quizzilla is a lightweight yet feature-rich quiz platform designed for anyone who wants to create, manage, and attempt quizzes with ease.

    PHP